<?xml version="1.0" encoding="utf-8" standalone="no"?>
<!DOCTYPE article SYSTEM "http://www.atmos-meas-tech.net/inc/amt/copernicus.dtd">
<article language="en">
	<journal>
		<journal_title>Atmospheric Measurement Techniques</journal_title>
		<journal_url>www.atmos-meas-tech.net</journal_url>
		<issn>1867-1381</issn>
		<eissn>1867-8548</eissn>
		<volume_number>3</volume_number>
		<issue_number>3</issue_number>
		<publication_year>2010</publication_year>
	</journal>
	<doi>10.5194/amt-3-655-2010</doi>
	<article_url>http://www.atmos-meas-tech.net/3/655/2010/</article_url>
	<abstract_html>http://www.atmos-meas-tech.net/3/655/2010/amt-3-655-2010.html</abstract_html>
	<fulltext_pdf>http://www.atmos-meas-tech.net/3/655/2010/amt-3-655-2010.pdf</fulltext_pdf>
	<start_page>655</start_page>
	<end_page>669</end_page>
	<publication_date>2010-06-07</publication_date>
	<article_title content_type="html">Ground-based observations for the validation of contrails and cirrus detection in satellite imagery</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>H. Mannstein</name>
			<email>hermann.mannstein@dlr.de</email>
		</author>
		<author numeration="2" affiliations="1,2">
			<name>A. Brömser</name>
		</author>
		<author numeration="3" affiliations="1">
			<name>L. Bugliaro</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">Deutsches Zentrum für Luft- und Raumfahrt, Institut für Physik der Atmosphäre, Oberpfaffenhofen, Germany</affiliation>
		<affiliation numeration="2" content_type="html">UBIMET GmbH, 1200 Wien, Austria</affiliation>
	</affiliations>
	<abstract content_type="html">Contrails and additional cirrus clouds caused by air traffic have a
  potential warming effect due to their optical properties and their
  location in the upper troposphere. The effect of contrails is
  directly related to their coverage and optical properties, which
  both can be derived from satellite observations. However,
  considerable local and global uncertainties remain, as detection
  limits and efficiency are still unknown. A six months time series of
  the occurrence of high-level clouds and contrails was analysed
  visually using an all-sky camera situated at Oberpfaffenhofen
  (Southern Germany). It shows a contrail occurrence of 21% (fraction
  of time with visible contrails during one hour) which is nearly
  constant over daytime and a cirrus occurrence that increases from
  27% in the morning to 48% in the evening, suggesting a possible
  influence of air traffic or, more probably, convective cloud
  formation.  Furthermore, we compared selected all-sky camera images
  with data of the satellite instruments NOAA/AVHRR and MSG/SEVIRI. As
  expected, the fraction of contrails visible and detectable in
  satellite images depends strongly on their width. Of the contrails
  observed with the all-sky camera of 1–5 km width 60–65% are
  visually detectable in AVHRR data while only 17% are identified by
  an automated contrail detection algorithm (CDA).  This means that
  the automated CDA detects approx. 28% of the contrails which are
  identified by visual inspection in AVHRR data alone.  As far as
  SEVIRI is concerned, visual inspection yields 48% of the contrails
  of 1–5 km width, the CDA 19%. That means 40% of all contrails
  visually identifiable in SEVIRI data are found by the automated
  algorithm. As far as cirrus detection using SEVIRI data is
  concerned, an automated algorithm tends to overestimate cirrus
  occurrence but correctly measures cirrus changes during the day
  compared to visual inspection.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Appleman, H.: The formation of exhaust contrails by jet aircraft, B. Am. Meteorol. Soc., 34, 14–20, 1953. </reference>
		<reference numeration="2" content_type="text"> Bakan, S., Betancor, M., Gayler, V., and Grassl, H.: Contrail frequency over Europe from NOAA-satellite images, Ann. Geophys., 12, 962–968, 1994. </reference>
		<reference numeration="3" content_type="text"> Fichter, C., Marquart, S., Sausen, R., and Lee, D.: The impact of cruise altitude on contrails and related radiative forcing, Meteorol. Z., 14(4), 563–572, 2005. </reference>
		<reference numeration="4" content_type="text"> Forster, P., Ramaswamy, V., Artaxo, P., Berntsen, T., Betts, R., Fahey, D., Haywood, J., Lean, J., Lowe, D., Myhre, G., Nganga, J., Prinn, R., Raga, G., Schulz, M., and Van~Dorland, R.: Changes in atmospheric constituents and in radiative forcing, in: Climate change 2007: The physical science basis, Technical Report 2007, Intergovernmental Panel on Climate Change (IPCC), IPCC Secretariat, c/o World Meteorological Organization, Geneva, Switzerland, http://www.ipcc.ch, 2007. </reference>
		<reference numeration="5" content_type="text"> Gierens, K. M., Kärcher, B., Mannstein, H., and Mayer, B.: Aerodynamic contrails: Phenomenology and flow physics, J. Atmos. Sci., 66, 217–226, doi:10.1175/2008JAS2767.1, 2009. </reference>
		<reference numeration="6" content_type="text"> Goodrum, G., Kidwell, K., and Winston, E W.: NOAA-KLM user&apos;s guide, Technical report, NOAA/NESDIS, National Climatic Data Center, 151 Patton Ave., Asheville, NC 28801-5001, http://www2.ncdc.noaa.gov/docs/klm/index.htm, 2003. </reference>
		<reference numeration="7" content_type="text"> Hahn, C. and Warren, S.: A gridded climatology of clouds over land (1971–96) and ocean (1954–97) from surface observations worldwide, Numeric Data Package NDP-026E ORNL/CDIAC-153, CDIAC, Department of Energy, Oak Ridge, Tennessee, 2007. </reference>
		<reference numeration="8" content_type="text"> Inoue, T.: On the temperature and effective emissivity determination of semi-transparent cirrus clouds by bi-spectral measurements in the 10 \unit\mum window region, J. Meteorol. Soc. Jpn., 63(1), 88–99, 1985. </reference>
		<reference numeration="9" content_type="text"> IPCC: Climate change 2007: The scientific basis, Technical report, Intergovernmental Panel on Climate Change (IPCC), IPCC Secretariat, c/o World Meteorological Organization, Geneva, Switzerland, 2007. </reference>
		<reference numeration="10" content_type="text"> Jin, Y., Rossow, W., and Wylie, D.: Comparison of the climatologies of high-level clouds from HIRS and ISCCP, J. Climate, 9, 2850–2879, 1996. </reference>
		<reference numeration="11" content_type="text"> Krebs, W., Mannstein, H., Bugliaro, L., and Mayer, B.: Technical note: A new day- and night-time Meteosat Second Generation Cirrus Detection Algorithm MeCiDA, Atmos. Chem. Phys., 7, 6145–6159, doi:10.5194/acp-7-6145-2007, 2007. </reference>
		<reference numeration="12" content_type="text"> Kärcher, B., Mayer, B., Gierens, K., Burkhardt, U., Mannstein, H., and Chatterjee, R.: Aerodynamic contrails: Microphysics and optical properties, J. Atmos. Sci., 66, 227–243, doi:10.1175/2008JAS2768.1, 2009. </reference>
		<reference numeration="13" content_type="text"> Lee, D., Fahey, D., Forster, P., Newton, P., Wit, R., Lim, L., Owen, B., and Sausen, R.: Aviation and global climate change in the 21st century, Atmos. Environ., 53, 3520–3537, 2009. </reference>
		<reference numeration="14" content_type="text"> Mannstein, H., Meyer, R., and Wendling, P.: Operational detection of contrails from NOAA-AVHRR-data, Int. J. Rem. Sens., 20(8), 1641–1660, 1999. </reference>
		<reference numeration="15" content_type="text"> Marquart, S.: Klimawirkung von Kondensstreifen: Untersuchungen mit einem globalen atmosphärischen Zirkulationsmodell, Dissertation, Fakultät für Physik der Ludwig-Maximilians-Universität München, 2003. </reference>
		<reference numeration="16" content_type="text"> Meerkötter, R., Schumann, U., Doelling, D. R., Minnis, P., Nakajima, T., and Tsushima, Y.: Radiative forcing by contrails, Ann. Geophys., 17, 1080–1094, 1999. </reference>
		<reference numeration="17" content_type="text"> Meyer, R., Mannstein, H., Meerkötter, R., Schumann, U., and Wendling, P.: Regional radiative forcing by line-shaped contrails derived from satellite data, J. Geophys. Res., 107(D10), 4104, doi:10.1029/2001JD000426, 2002. </reference>
		<reference numeration="18" content_type="text"> Meyer, R., Buell, R., Leiter, C., Mannstein, H., Pechtl, S., Oki, T., and Wendling, P.: Contrail observations over Southern and Eastern Asia in NOAA/AVHRR data and comparisons to contrail simulations in a GCM, Int. J. Rem. Sens., 28(9), 2049–2069, 2007. </reference>
		<reference numeration="19" content_type="text"> Minnis, P., Young, D., Garber, D., Nguyen, L., Smith Jr., W., and Palikonda, R.: Transformation of contrails into cirrus during SUCCESS, Geophys. Res. Lett., 25, 1157–1160, 1998. </reference>
		<reference numeration="20" content_type="text"> Minnis, P., Ayers, J., Palikonda, R., and Phan, D.: Contrails, cirrus trends, and climate, J. Climate, 17, 1671–1685, 2004. </reference>
		<reference numeration="21" content_type="text"> Minnis, P., Palikonda, R., Walter, B J., Ayers, J K., and Mannstein, H.: Contrail properties over the eastern North Pacific from AVHRR data, Meteorol. Z., 14(4), 515–523, doi:10.1127/0941–2948/2005/0056, 2005. </reference>
		<reference numeration="22" content_type="text"> Sassen, K.: Contrail-cirrus and their potential for regional climate change, B. Am. Meteorol. Soc., 78, 1885–1903, 1997. </reference>
		<reference numeration="23" content_type="text"> Sausen, R., Gierens, K., Ponater, M., and Schumann, U.: A diagnostic study of the global distribution of contrails: Part I: Present day climate, Theor. Appl. Climatol., 61, 127–141, 1998. </reference>
		<reference numeration="24" content_type="text"> Schmetz, J., Pili, P., Tjemkes, S., Just, D., Kerkmann, J., Rota, S., and Ratier, A.: An introduction to Meteosat Second Generation (MSG), B. Am. Meteorol. Soc., 83(7), 977–992, 2002. </reference>
		<reference numeration="25" content_type="text"> Schmidt, E.: Die Entstehung von Eisnebel aus den Auspuffgasen von Flugmotoren, Schriften der Deutschen Akademie der Luftfahrtforschung, 44, 1–15, 1941. </reference>
		<reference numeration="26" content_type="text"> Schumann, U.: On conditions for contrail formation from aircraft exhausts, Meteorol. Z., 5, 4–23, 1996. </reference>
		<reference numeration="27" content_type="text"> Schumann, U.: Formation, Properties and climate effects of contrails , C. R. Phys., 6, 549–565, 2005. </reference>
		<reference numeration="28" content_type="text"> Scott, N., Chèdin, A., Armante, R., Francis, J., Stubenrauch, C J., Chaboureau, J.-P., Chevallier, F., Claud, C., and Chèruy, F.: Characteristics of the TOVS Pathfinder Path-B dataset, B. Am. Meteorol. Soc., 80, 2679–2701, 1999. </reference>
		<reference numeration="29" content_type="text"> Seiz, G., Shields, J., Feister, U., Baltsavias, E., and Gruen, A.: Cloud mapping with ground-based photogrammetric cameras, Int. J. Rem. Sens., 28(9), 2001–2032, 2007. </reference>
		<reference numeration="30" content_type="text"> Stordal, F., Myhre, G., Stordal, E. J. G., Rossow, W. B., Lee, D. S., Arlander, D. W., and Svendby, T.: Is there a trend in cirrus cloud cover due to aircraft traffic?, Atmos. Chem. Phys., 5, 2155–2162, doi:10.5194/acp-5-2155-2005, 2005. </reference>
		<reference numeration="31" content_type="text"> Stubenrauch, C., Chèdin, A., Rädel, G., Scott, N., and Serrar, S.: Cloud properties and their seasonal and diurnal variability from TOVS Path-B, J. Climate, 19, 5531–5553, 2006. </reference>
		<reference numeration="32" content_type="text"> Stuber, N. and Forster, P.: The impact of diurnal variations of air traffic on contrail radiative forcing, Atmos. Chem. Phys., 7, 3153–3162, doi:10.5194/acp-7-3153-2007, 2007. </reference>
		<reference numeration="33" content_type="text"> Trepte, S. and Winkler, P.: Langfristige meteorologische Veränderungen und UV-Strahlung, Ozonbulletin~81, Deutscher Wetterdienst, Offenbach am Main, 2001. </reference>
		<reference numeration="34" content_type="text"> Wylie, D. and Wang, P.: Comparison of cloud frequency data from HIRS and SAGE II, J. Geophys. Res., 102, 29893–29900, 1997. </reference>
		<reference numeration="35" content_type="text"> Wylie, D., Jackson, D., Menzel, W., and Bates, J.: Trends in global cloud cover in two decades of HIRS observations, J. Climate, 18, 3021–3031, 2005. </reference>
		<reference numeration="36" content_type="text"> Zerefos, C. S., Eleftheratos, K., Balis, D. S., Zanis, P., Tselioudis, G., and Meleti, C.: Evidence of impact of aviation on cirrus cloud formation, Atmos. Chem. Phys., 3, 1633–1644, doi:10.5194/acp-3-1633-2003, 2003. </reference>
	</references>
</article>

